SatisfactionData

Dataset statistics

Number of variables	9
Number of observations	239880
Missing cells	481711
Missing cells (%)	22.3%
Duplicate rows	13227
Duplicate rows (%)	5.5%
Total size in memory	18.3 MiB
Average record size in memory	80.0 B

Variable types

Numeric	9

Alerts

Dataset has 13227 (5.5%) duplicate rows	Duplicates
`wime_komfort` is highly overall correlated with `wime_sauberkeit` and 2 other fields	High correlation
`wime_sauberkeit` is highly overall correlated with `wime_komfort` and 1 other fields	High correlation
`wime_platzangebot` is highly overall correlated with `wime_komfort` and 2 other fields	High correlation
`wime_gesamtzuf` is highly overall correlated with `wime_komfort` and 1 other fields	High correlation
`wime_personal` has 156813 (65.4%) missing values	Missing
`wime_komfort` has 53029 (22.1%) missing values	Missing
`wime_sauberkeit` has 50033 (20.9%) missing values	Missing
`wime_puenktlich` has 49390 (20.6%) missing values	Missing
`wime_platzangebot` has 48565 (20.2%) missing values	Missing
`wime_gesamtzuf` has 41342 (17.2%) missing values	Missing
`wime_preis_leistung` has 15990 (6.7%) missing values	Missing
`wime_fahrplan` has 8751 (3.6%) missing values	Missing
`wime_oes_fahrt` has 57798 (24.1%) missing values	Missing
`wime_komfort` has 3037 (1.3%) zeros	Zeros
`wime_puenktlich` has 4923 (2.1%) zeros	Zeros
`wime_platzangebot` has 6693 (2.8%) zeros	Zeros
`wime_preis_leistung` has 6777 (2.8%) zeros	Zeros
`wime_fahrplan` has 5635 (2.3%) zeros	Zeros

Reproduction

Analysis started	2023-01-26 13:47:13.285416
Analysis finished	2023-01-26 13:47:46.977681
Duration	33.69 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

wime_personal
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	156813
Missing (%)	65.4%
Infinite	0
Infinite (%)	0.0%
Mean	89.978471

Minimum	0
Maximum	100
Zeros	721
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	50
Q1	77.777778
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	22.222222

Descriptive statistics

Standard deviation	17.72018
Coefficient of variation (CV)	0.19693799
Kurtosis	6.7746899
Mean	89.978471
Median Absolute Deviation (MAD)	0
Skewness	-2.364068
Sum	7474241.7
Variance	314.00477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	54883	22.9%
75	10661	4.4%
88.88888889	5367	2.2%
77.77777778	4839	2.0%
50	1920	0.8%
66.66666667	1877	0.8%
44.44444444	885	0.4%
55.55555556	817	0.3%
0	721	0.3%
25	468	0.2%
Other values (3)	629	0.3%
(Missing)	156813	65.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	721	0.3%
11.11111111	138	0.1%
22.22222222	227	0.1%
25	468	0.2%
33.33333333	264	0.1%
44.44444444	885	0.4%
50	1920	0.8%
55.55555556	817	0.3%
66.66666667	1877	0.8%
75	10661	4.4%

Value	Count	Frequency (%)
100	54883	22.9%
88.88888889	5367	2.2%
77.77777778	4839	2.0%
75	10661	4.4%
66.66666667	1877	0.8%
55.55555556	817	0.3%
50	1920	0.8%
44.44444444	885	0.4%
33.33333333	264	0.1%
25	468	0.2%

wime_komfort
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	53029
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	78.993675

Minimum	0
Maximum	100
Zeros	3037
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	33.333333
Q1	75
median	77.777778
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	22.75024
Coefficient of variation (CV)	0.28800078
Kurtosis	1.4869674
Mean	78.993675
Median Absolute Deviation (MAD)	22.222222
Skewness	-1.2398074
Sum	14760047
Variance	517.57343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	71729	29.9%
75	40929	17.1%
77.77777778	17438	7.3%
88.88888889	12623	5.3%
50	11304	4.7%
66.66666667	10817	4.5%
55.55555556	5996	2.5%
44.44444444	4845	2.0%
25	3090	1.3%
0	3037	1.3%
Other values (3)	5043	2.1%
(Missing)	53029	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3037	1.3%
11.11111111	1002	0.4%
22.22222222	1685	0.7%
25	3090	1.3%
33.33333333	2356	1.0%
44.44444444	4845	2.0%
50	11304	4.7%
55.55555556	5996	2.5%
66.66666667	10817	4.5%
75	40929	17.1%

Value	Count	Frequency (%)
100	71729	29.9%
88.88888889	12623	5.3%
77.77777778	17438	7.3%
75	40929	17.1%
66.66666667	10817	4.5%
55.55555556	5996	2.5%
50	11304	4.7%
44.44444444	4845	2.0%
33.33333333	2356	1.0%
25	3090	1.3%

wime_sauberkeit
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	13
Distinct (%)	< 0.1%
Missing	50033
Missing (%)	20.9%
Infinite	0
Infinite (%)	0.0%
Mean	79.210906

Minimum	0
Maximum	100
Zeros	1709
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	44.444444
Q1	75
median	77.777778
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	21.484636
Coefficient of variation (CV)	0.27123331
Kurtosis	1.1261964
Mean	79.210906
Median Absolute Deviation (MAD)	22.222222
Skewness	-1.0950981
Sum	15037953
Variance	461.5896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	70179	29.3%
75	43668	18.2%
77.77777778	18011	7.5%
50	14096	5.9%
88.88888889	13642	5.7%
66.66666667	10775	4.5%
55.55555556	5581	2.3%
44.44444444	4508	1.9%
25	3587	1.5%
33.33333333	2167	0.9%
Other values (3)	3633	1.5%
(Missing)	50033	20.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1709	0.7%
11.11111111	606	0.3%
22.22222222	1318	0.5%
25	3587	1.5%
33.33333333	2167	0.9%
44.44444444	4508	1.9%
50	14096	5.9%
55.55555556	5581	2.3%
66.66666667	10775	4.5%
75	43668	18.2%

Value	Count	Frequency (%)
100	70179	29.3%
88.88888889	13642	5.7%
77.77777778	18011	7.5%
75	43668	18.2%
66.66666667	10775	4.5%
55.55555556	5581	2.3%
50	14096	5.9%
44.44444444	4508	1.9%
33.33333333	2167	0.9%
25	3587	1.5%

wime_puenktlich
Real number (ℝ)

MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	49390
Missing (%)	20.6%
Infinite	0
Infinite (%)	0.0%
Mean	88.854446

Minimum	0
Maximum	100
Zeros	4923
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	33.333333
Q1	88.888889
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	11.111111

Descriptive statistics

Standard deviation	22.192639
Coefficient of variation (CV)	0.24976397
Kurtosis	6.0885439
Mean	88.854446
Median Absolute Deviation (MAD)	0
Skewness	-2.4966627
Sum	16925883
Variance	492.51324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	131734	54.9%
75	19244	8.0%
88.88888889	11702	4.9%
77.77777778	7321	3.1%
0	4923	2.1%
50	4593	1.9%
66.66666667	2952	1.2%
25	2360	1.0%
44.44444444	1566	0.7%
55.55555556	1485	0.6%
Other values (3)	2610	1.1%
(Missing)	49390	20.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4923	2.1%
11.11111111	629	0.3%
22.22222222	988	0.4%
25	2360	1.0%
33.33333333	993	0.4%
44.44444444	1566	0.7%
50	4593	1.9%
55.55555556	1485	0.6%
66.66666667	2952	1.2%
75	19244	8.0%

Value	Count	Frequency (%)
100	131734	54.9%
88.88888889	11702	4.9%
77.77777778	7321	3.1%
75	19244	8.0%
66.66666667	2952	1.2%
55.55555556	1485	0.6%
50	4593	1.9%
44.44444444	1566	0.7%
33.33333333	993	0.4%
25	2360	1.0%

wime_platzangebot
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	48565
Missing (%)	20.2%
Infinite	0
Infinite (%)	0.0%
Mean	80.111828

Minimum	0
Maximum	100
Zeros	6693
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	22.222222
Q1	75
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	26.782767
Coefficient of variation (CV)	0.33431726
Kurtosis	1.3450694
Mean	80.111828
Median Absolute Deviation (MAD)	0
Skewness	-1.4404719
Sum	15326594
Variance	717.31661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	96385	40.2%
75	28630	11.9%
77.77777778	12081	5.0%
50	10872	4.5%
88.88888889	10341	4.3%
66.66666667	6876	2.9%
0	6693	2.8%
25	5100	2.1%
55.55555556	4096	1.7%
44.44444444	3937	1.6%
Other values (3)	6304	2.6%
(Missing)	48565	20.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6693	2.8%
11.11111111	1549	0.6%
22.22222222	2316	1.0%
25	5100	2.1%
33.33333333	2439	1.0%
44.44444444	3937	1.6%
50	10872	4.5%
55.55555556	4096	1.7%
66.66666667	6876	2.9%
75	28630	11.9%

Value	Count	Frequency (%)
100	96385	40.2%
88.88888889	10341	4.3%
77.77777778	12081	5.0%
75	28630	11.9%
66.66666667	6876	2.9%
55.55555556	4096	1.7%
50	10872	4.5%
44.44444444	3937	1.6%
33.33333333	2439	1.0%
25	5100	2.1%

wime_gesamtzuf
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	13
Distinct (%)	< 0.1%
Missing	41342
Missing (%)	17.2%
Infinite	0
Infinite (%)	0.0%
Mean	84.600079

Minimum	0
Maximum	100
Zeros	2142
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	50
Q1	75
median	88.888889
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	19.562327
Coefficient of variation (CV)	0.23123296
Kurtosis	3.7252961
Mean	84.600079
Median Absolute Deviation (MAD)	11.111111
Skewness	-1.7165337
Sum	16796331
Variance	382.68462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	93341	38.9%
75	41884	17.5%
88.88888889	20359	8.5%
77.77777778	16801	7.0%
50	7774	3.2%
66.66666667	6768	2.8%
55.55555556	2801	1.2%
44.44444444	2196	0.9%
0	2142	0.9%
25	2035	0.8%
Other values (3)	2437	1.0%
(Missing)	41342	17.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2142	0.9%
11.11111111	475	0.2%
22.22222222	915	0.4%
25	2035	0.8%
33.33333333	1047	0.4%
44.44444444	2196	0.9%
50	7774	3.2%
55.55555556	2801	1.2%
66.66666667	6768	2.8%
75	41884	17.5%

Value	Count	Frequency (%)
100	93341	38.9%
88.88888889	20359	8.5%
77.77777778	16801	7.0%
75	41884	17.5%
66.66666667	6768	2.8%
55.55555556	2801	1.2%
50	7774	3.2%
44.44444444	2196	0.9%
33.33333333	1047	0.4%
25	2035	0.8%

wime_preis_leistung
Real number (ℝ)

MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	15990
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	73.836296

Minimum	0
Maximum	100
Zeros	6777
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	50
median	75
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	26.38286
Coefficient of variation (CV)	0.3573156
Kurtosis	0.23451501
Mean	73.836296
Median Absolute Deviation (MAD)	25
Skewness	-0.91729285
Sum	16531208
Variance	696.05532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	79727	33.2%
75	49854	20.8%
50	27847	11.6%
77.77777778	13293	5.5%
66.66666667	10076	4.2%
25	9107	3.8%
88.88888889	7804	3.3%
0	6777	2.8%
55.55555556	6284	2.6%
44.44444444	6253	2.6%
Other values (3)	6868	2.9%
(Missing)	15990	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6777	2.8%
11.11111111	1219	0.5%
22.22222222	2588	1.1%
25	9107	3.8%
33.33333333	3061	1.3%
44.44444444	6253	2.6%
50	27847	11.6%
55.55555556	6284	2.6%
66.66666667	10076	4.2%
75	49854	20.8%

Value	Count	Frequency (%)
100	79727	33.2%
88.88888889	7804	3.3%
77.77777778	13293	5.5%
75	49854	20.8%
66.66666667	10076	4.2%
55.55555556	6284	2.6%
50	27847	11.6%
44.44444444	6253	2.6%
33.33333333	3061	1.3%
25	9107	3.8%

wime_fahrplan
Real number (ℝ)

MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	8751
Missing (%)	3.6%
Infinite	0
Infinite (%)	0.0%
Mean	83.524617

Minimum	0
Maximum	100
Zeros	5635
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	75
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	23.909205
Coefficient of variation (CV)	0.28625339
Kurtosis	2.5885985
Mean	83.524617
Median Absolute Deviation (MAD)	0
Skewness	-1.7015161
Sum	19304961
Variance	571.65007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	126720	52.8%
75	35535	14.8%
77.77777778	14678	6.1%
88.88888889	12666	5.3%
50	11455	4.8%
66.66666667	7748	3.2%
0	5635	2.3%
25	4731	2.0%
55.55555556	3956	1.6%
44.44444444	3745	1.6%
Other values (3)	4260	1.8%
(Missing)	8751	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5635	2.3%
11.11111111	840	0.4%
22.22222222	1509	0.6%
25	4731	2.0%
33.33333333	1911	0.8%
44.44444444	3745	1.6%
50	11455	4.8%
55.55555556	3956	1.6%
66.66666667	7748	3.2%
75	35535	14.8%

Value	Count	Frequency (%)
100	126720	52.8%
88.88888889	12666	5.3%
77.77777778	14678	6.1%
75	35535	14.8%
66.66666667	7748	3.2%
55.55555556	3956	1.6%
50	11455	4.8%
44.44444444	3745	1.6%
33.33333333	1911	0.8%
25	4731	2.0%

wime_oes_fahrt
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	57798
Missing (%)	24.1%
Infinite	0
Infinite (%)	0.0%
Mean	90.706965

Minimum	0
Maximum	100
Zeros	423
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	66.666667
Q1	77.777778
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	22.222222

Descriptive statistics

Standard deviation	14.743643
Coefficient of variation (CV)	0.16254147
Kurtosis	5.5206182
Mean	90.706965
Median Absolute Deviation (MAD)	0
Skewness	-2.0032814
Sum	16516106
Variance	217.37501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	114608	47.8%
75	25758	10.7%
88.88888889	16983	7.1%
77.77777778	12813	5.3%
66.66666667	4225	1.8%
50	3582	1.5%
55.55555556	1485	0.6%
44.44444444	943	0.4%
25	632	0.3%
0	423	0.2%
Other values (3)	630	0.3%
(Missing)	57798	24.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	423	0.2%
11.11111111	106	< 0.1%
22.22222222	210	0.1%
25	632	0.3%
33.33333333	314	0.1%
44.44444444	943	0.4%
50	3582	1.5%
55.55555556	1485	0.6%
66.66666667	4225	1.8%
75	25758	10.7%

Value	Count	Frequency (%)
100	114608	47.8%
88.88888889	16983	7.1%
77.77777778	12813	5.3%
75	25758	10.7%
66.66666667	4225	1.8%
55.55555556	1485	0.6%
50	3582	1.5%
44.44444444	943	0.4%
33.33333333	314	0.1%
25	632	0.3%

Auto

Heatmap
Table

	wime_personal	wime_komfort	wime_sauberkeit	wime_puenktlich	wime_platzangebot	wime_gesamtzuf	wime_preis_leistung	wime_fahrplan	wime_oes_fahrt
wime_personal	1.000	0.431	0.412	0.416	0.440	0.471	0.350	0.413	0.359
wime_komfort	0.431	1.000	0.631	0.363	0.549	0.553	0.401	0.393	0.355
wime_sauberkeit	0.412	0.631	1.000	0.334	0.527	0.500	0.350	0.335	0.373
wime_puenktlich	0.416	0.363	0.334	1.000	0.370	0.457	0.294	0.420	0.305
wime_platzangebot	0.440	0.549	0.527	0.370	1.000	0.519	0.378	0.362	0.312
wime_gesamtzuf	0.471	0.553	0.500	0.457	0.519	1.000	0.498	0.490	0.430
wime_preis_leistung	0.350	0.401	0.350	0.294	0.378	0.498	1.000	0.438	0.259
wime_fahrplan	0.413	0.393	0.335	0.420	0.362	0.490	0.438	1.000	0.293
wime_oes_fahrt	0.359	0.355	0.373	0.305	0.312	0.430	0.259	0.293	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	wime_personal	wime_komfort	wime_sauberkeit	wime_puenktlich	wime_platzangebot	wime_gesamtzuf	wime_preis_leistung	wime_fahrplan	wime_oes_fahrt
239965	NaN	100.0	100.0	100.0	50.0	100.0	75.0	100.0	100.0
239976	NaN	NaN	NaN	NaN	NaN	NaN	50.0	100.0	NaN
239979	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
239954	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
239988	100.0	100.0	100.0	100.0	50.0	100.0	100.0	100.0	100.0
240020	NaN	75.0	75.0	100.0	75.0	75.0	50.0	75.0	75.0
240019	NaN	25.0	NaN	100.0	75.0	75.0	100.0	100.0	100.0
240016	NaN	NaN	75.0	75.0	50.0	75.0	50.0	100.0	100.0
239966	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
239983	100.0	75.0	50.0	100.0	50.0	100.0	50.0	75.0	100.0

	wime_personal	wime_komfort	wime_sauberkeit	wime_puenktlich	wime_platzangebot	wime_gesamtzuf	wime_preis_leistung	wime_fahrplan	wime_oes_fahrt
880	100.0	77.777778	55.555556	100.000000	100.000000	77.777778	77.777778	100.000000	100.000000
881	NaN	100.000000	77.777778	100.000000	77.777778	88.888889	33.333333	44.444444	100.000000
882	NaN	77.777778	66.666667	100.000000	66.666667	77.777778	88.888889	77.777778	77.777778
883	100.0	88.888889	77.777778	100.000000	88.888889	88.888889	88.888889	88.888889	88.888889
884	NaN	66.666667	100.000000	100.000000	100.000000	88.888889	66.666667	100.000000	100.000000
885	NaN	100.000000	100.000000	100.000000	100.000000	100.000000	100.000000	100.000000	100.000000
886	100.0	22.222222	55.555556	11.111111	0.000000	33.333333	0.000000	22.222222	44.444444
887	NaN	77.777778	55.555556	100.000000	100.000000	77.777778	0.000000	100.000000	100.000000
888	NaN	66.666667	77.777778	100.000000	66.666667	77.777778	55.555556	55.555556	66.666667
913	NaN	100.000000	100.000000	88.888889	100.000000	88.888889	100.000000	100.000000	100.000000

Most frequently occurring

	wime_personal	wime_komfort	wime_sauberkeit	wime_puenktlich	wime_platzangebot	wime_gesamtzuf	wime_preis_leistung	wime_fahrplan	wime_oes_fahrt	# duplicates
12574	NaN	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	11606
13215	NaN	NaN	NaN	NaN	NaN	NaN	100.0	100.0	NaN	10650
5137	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	8967
13226	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7249
13181	NaN	NaN	NaN	NaN	NaN	NaN	75.0	100.0	NaN	5145
13180	NaN	NaN	NaN	NaN	NaN	NaN	75.0	75.0	NaN	3453
13153	NaN	NaN	NaN	NaN	NaN	NaN	50.0	100.0	NaN	2517
13092	NaN	NaN	NaN	NaN	NaN	100.0	100.0	100.0	NaN	2268
12502	NaN	100.0	100.0	100.0	100.0	100.0	75.0	100.0	100.0	2105
5078	100.0	100.0	100.0	100.0	100.0	100.0	75.0	100.0	100.0	2047

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring